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Longwei Zou

2 accepted papers

2024

A Multi-Level Framework for Accelerating Training Transformer Models

ICLR 2024poster

The fast growing capabilities of large-scale deep learning models, such as Bert, GPT and ViT, are revolutionizing the landscape of NLP, CV and many other domains. Training such models, however, poses an unprecedented demand for computing power, which incurs exponentially increasing energy cost and c…

2024

CQIL: Inference Latency Optimization with Concurrent Computation of Quasi-Independent Layers

ACL 2024long

The fast-growing large scale language models are delivering unprecedented performance on almost all natural language processing tasks. However, the effectiveness of large language models are reliant on an exponentially increasing number of parameters. The overwhelming computation complexity incurs a…